{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基于wineind数据集，分析自相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "import pandas as pd\n",
    "wineind = pd.read_csv(\"http://image.cador.cn/data/wineind.csv\")\n",
    "plot_acf(wineind.销量, lags=100, title=\"wineind autocorrelation\").show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "按一年为周期，对比从1980年到1993年的销量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10,5))\n",
    "for i in range(int(wineind.shape[0]/12)):\n",
    "    plt.plot([x+1 for x in range(12)],wineind.销量[12*i:12*(i+1)],'o--',label=wineind.月份[12*i].split('-')[0])\n",
    "plt.legend(ncol=7)\n",
    "# 添加辅助线\n",
    "plt.plot([x+1 for x in range(12)],[1500*x+17000 for x in range(12)],'b--',linewidth=3)\n",
    "plt.xlabel(\"month\",fontsize=12)\n",
    "plt.ylabel(\"sales\",fontsize=12)\n",
    "plt.title(\"wine sales by years\",fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "转换数据，并绘制散点矩阵图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x10ea2b3d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wineind['month']=[int(x.split(\"-\")[1]) for x in wineind.月份]\n",
    "wineind['value']=wineind.销量\n",
    "temp = [None]*12 + wineind.value.tolist()\n",
    "for loc in [1,4,6,8,12]:\n",
    "    wineind['r'+str(loc)+'_value']=temp[(12-loc):][0:wineind.shape[0]]\n",
    "pdata=wineind.dropna().drop(columns=['月份','销量'])\n",
    "\n",
    "#画出散点矩阵图\n",
    "import seaborn as sns\n",
    "sns.pairplot(pdata,diag_kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "识别杠杆点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "fig, ax = plt.subplots(figsize=(12,8))\n",
    "\n",
    "#使用普通最小二乘法拟合一条线\n",
    "lm = sm.OLS(pdata.value, sm.add_constant(pdata.r12_value)).fit()\n",
    "sm.graphics.influence_plot(lm, alpha  = 0.05, ax = ax, criterion=\"cooks\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "标记杠杆点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t0 = wineind.loc[[91,135],]\n",
    "plt.figure(figsize=(8,5))\n",
    "plt.plot(wineind.r12_value,wineind.value,'o',c='black')\n",
    "plt.scatter(t0.r12_value,t0.value,marker='o',c='white',edgecolors='k',s=200)\n",
    "plt.xlabel(\"r12_value\")\n",
    "plt.ylabel(\"value\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "去掉杠杆点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pdata = pdata.drop(index=[91,135])\n",
    "pdata.to_csv('data/pdata.csv', index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
